{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "warnings.simplefilter(action='ignore', category=DeprecationWarning)\n",
    "\n",
    "%matplotlib inline\n",
    "np.random.seed(123)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Homework 4 is composed of two parts.\n",
    "\n",
    "In Part 1, we will see an example of using PCA to plot a high dimensional dataset in 2D. We will then perform K-Means clustering on the dataset and plot using the same PCA representation to see how clustered our data is in the original 64D space.\n",
    "\n",
    "In Part 2 we will generate recommendations on products from a department store based on product descriptions.  \n",
    "We'll first transform the data into topics using Latent Dirichlet Approximation, and then generate recommendations based on this new representation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 1 : PCA and K-Means"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Use PCA to plot the digits dataset in 2D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The digits dataset is composed of a set of images of handwritten digits 0 to 9.\n",
    "There are 1797 images, each 32x32 pixels.\n",
    "If we flatten out each image we get a dataset of 1797 observations, each with 64 features, each belonging to one of 10 classes.\n",
    "We can't plot them in 64 dimensional space, so we will use PCA to reduce the dimensionality to 2.\n",
    "Hopefully the data will still be clustered by class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1797, 64)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DO NOT CHANGE\n",
    "\n",
    "# first we'll load the data\n",
    "from sklearn.datasets import load_digits\n",
    "digits = load_digits()\n",
    "X_digits = digits['data']   # grab the digits data (each image a vector, no need to reshape)\n",
    "y_digits = digits['target'] # grab the labels from the digits dataset\n",
    "\n",
    "# show the shape of the dataset (rows,columns)\n",
    "X_digits.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# using PCA from sklearn.decomposition\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a pca object that will result in 2 components being returned\n",
    "#  use random_state=123\n",
    "pca = PCA(n_components=2,random_state=123).fit(X_digits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1797, 2)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# do a fit_transform on X_digits to get our new X_2d\n",
    "# show the shape of the new X_2d: should be (1797,2)\n",
    "X_2d = pca.fit_transform(X_digits)\n",
    "X_2d.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Since we have the labels, we can plot class separately\n",
    "# for each label (0 to 9), create a scatter plot on the same figure\n",
    "#   use s=80 (size) and alpha=0.8 (too make markers transparent)\n",
    "# we should see that 0 and 1 are far apart, as well as 3 and 4\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "for i in range(10):\n",
    "    X_subset = X_2d[y_digits==i]\n",
    "    plt.scatter(X_subset[:,0],X_subset[:,1],s=80,alpha=0.8)\n",
    "_ = plt.legend(['digit ' + str(x) for x in range(10)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## K-Means Clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How clustered are our classes? Can k-Means find clusters in the 2D PCA transformed data that at all correspond to the plot seen above?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# using KMeans from sklearn.cluster\n",
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a KMeans object which will generate 10 clusters\n",
    "#  use random_state=123\n",
    "km = KMeans(n_clusters=10,random_state=123)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5, 0, 9, 4, 7, 8, 7, 3, 1, 1])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# use fit_predict() to both fit our k-means model and generate cluster assignments \n",
    "#   on our X_2D dataset with 2 features\n",
    "# show the first 10 cluster assignments\n",
    "# note: cluster assignment values will be from 0 to 9\n",
    "cluster_assignments = km.fit_predict(X_2d)\n",
    "cluster_assignments[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Here, we ignore our y_digit labels.\n",
    "# Create the same plot as we did above, again using the X_2D data,\n",
    "#   but this time one plot per cluster\n",
    "#   useing s=80 (size), alpha=0.8, label='cluster '+str(i)\n",
    "# We're also plotting the cluster centers as X's.\n",
    "# Note that the cluster assignments should look very similar to the class assignments in the plot above, \n",
    "#   meaning that the data is highly clustered even in this 2D space.\n",
    "# Also note that the colors may be different from the plot above, since there is no ordering to the clusters\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "for i in range(10):\n",
    "    X_subset = X_2d[cluster_assignments==i]\n",
    "    plt.scatter(X_subset[:,0],X_subset[:,1],s=80,alpha=0.8,label='cluster '+str(i))\n",
    "    plt.plot(km.cluster_centers_[i][0],km.cluster_centers_[i][1],marker='x',c='k', ms=20, mew=5, label=None);\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 2 : LDA and Recommendation Engine"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transform product descriptions into topics and print sample terms from topics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are going to create a recommendation engine for products from a department store.  \n",
    "The recommendations will be based on the similarity of product descriptions.  \n",
    "We'll query a product and get back a list of products that are similar.  \n",
    "Instead of using the descriptions directly, we will first do some topic modeling using LDA to transform the descriptions into a topic space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DO NOT CHANGE\n",
    "\n",
    "# import libraries\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.decomposition import LatentDirichletAllocation\n",
    "\n",
    "warnings.simplefilter(action='ignore', category=DeprecationWarning)\n",
    "\n",
    "# load product information\n",
    "df_products = pd.read_csv('../data/jcpenney-products_subset.zip',index_col=0)\n",
    "\n",
    "# get product descriptions as our dataset\n",
    "X_products = df_products.description\n",
    "\n",
    "# show the number of rows in the dataset\n",
    "len(X_products)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# instantiate a TfidfVectorizer with\n",
    "#   min_df=5, stop_words='english'\n",
    "tfidf = TfidfVectorizer(min_df=5, stop_words='english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 4052)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fit_transform tfidf on X, creating the transformed dataset X_tfidf\n",
    "# show the shape of the new dataset\n",
    "X_tfidf = tfidf.fit_transform(X_products)\n",
    "X_tfidf.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['000', '01', '05', '08', '10', '100', '1000', '100m', '100w', '104x90']\n",
      "['zigzag', 'zinc', 'zip', 'zipper', 'zippered', 'zippers', 'zirconia', 'zone', 'zones', 'zoo']\n"
     ]
    }
   ],
   "source": [
    "# get the feature names from cv using get_feature_names()\n",
    "# print the first 10 and last 10 features\n",
    "feature_names = tfidf.get_feature_names()\n",
    "print(feature_names[:10])\n",
    "print(feature_names[-10:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# instantiate a LatentDirichletAllocation model with\n",
    "#  n_components=20, n_jobs=-1, random_state=123\n",
    "lda = LatentDirichletAllocation(n_components=20, n_jobs=-1, random_state=123)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 20)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fit_transform lda on X_tfidf, creating a newly transformed dataset X_lda\n",
    "# show the shape of the new dataset\n",
    "# NOTE: this step may take a minute or more, but no more than 5\n",
    "X_lda = lda.fit_transform(X_tfidf)\n",
    "X_lda.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DO NOT CHANGE\n",
    "# a utility function to print out the terms that are highly likely for each topic\n",
    "# taken from https://scikit-learn.org/stable/auto_examples/applications/plot_topics_extraction_with_nmf_lda.html\n",
    "def print_top_words(model, feature_names, n_top_words):\n",
    "    for topic_idx, topic in enumerate(model.components_):\n",
    "        message = \"Topic #%d: \" % topic_idx\n",
    "        message += \" \".join([feature_names[i]\n",
    "                             for i in topic.argsort()[:-n_top_words - 1:-1]])\n",
    "        print(message)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Topic #0: sleepwear safety towels flame important towel meet requirements snug considerations\n",
      "Topic #1: upper sole rubber synthetic heel details lace construction leather toe\n",
      "Topic #2: rug resistant yes indoor backing pad recommended stain use slip\n",
      "Topic #3: muscle vapor tour pga absorption sunflux locker define technology moisture\n",
      "Topic #4: sings charming yoke absolutely mesh taffeta dots exposed polka polyester\n",
      "Topic #5: cotton washable imported polyester spandex fit length sleeves pockets dry\n",
      "Topic #6: metal jewelry photos enlarged silver gold tone stones diamond sterling\n",
      "Topic #7: safe set dishwasher ounce capacity steel hair stainless includes plastic\n",
      "Topic #8: garment catch likely snugly child flame fitting safety garments pajamas\n",
      "Topic #9: 15¾ straight leg levi 505 thigh styling jeans seat roomy\n",
      "Topic #10: golf flocked course satisfy basketball drawstring staying regular waist pockets\n",
      "Topic #11: alternative spinner far desk try wheels traveling rolling packing pounds\n",
      "Topic #12: tapout juniors freely streets city ankle sandals fun 7¼ heel\n",
      "Topic #13: shaft approximate measurements slightly vary circumference height size boots points\n",
      "Topic #14: clean measures imported design polyester spot wipe sold cloth interior\n",
      "Topic #15: extract skin formulated bralette duo bandeau bubble scent phthalates serum\n",
      "Topic #16: richly petite inseam elastic misses illusion tunic modal layers vents\n",
      "Topic #17: dial case strap watch dimensions width color bracelet brand thickness\n",
      "Topic #18: larger hipster conditions city creative stem resin breeze flush decorative\n",
      "Topic #19: jockey levi colorful graphic cotton washable manufacturer coverage added underneath\n"
     ]
    }
   ],
   "source": [
    "# use print_top_words to print the top 10 words for each topic\n",
    "print_top_words(lda, feature_names, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate recommendations using topics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we'll use cosine_similarity to generate our recommendations\n",
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 5000)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# use cosine_similarity to generate our similarity scores on our X_lda data\n",
    "# show the shape of the similarities matrix\n",
    "# NOTE: we only need to pass X_lda in once,\n",
    "#  the function will calculate pairwise similarity for all elements in that matrix\n",
    "similarities = cosine_similarity(X_lda)\n",
    "similarities.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DO NOT CHANGE\n",
    "\n",
    "# we'll get the recommendations for products similar to the one at this index\n",
    "query_idx = 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2 CT. T.W. Diamond 14K White Gold 3-Stone Engagement Ring'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show the product name (name_title) for the item at query_idx\n",
    "# NOTE: you need to get this from df_products, perhaps using iloc\n",
    "# name_title = df_products.name_title[query_idx]\n",
    "df_products.iloc[query_idx]['name_title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the similarity scores for our query_idx\n",
    "# NOTE: these will be from the query_idx row of similarities\n",
    "query_scores = similarities[query_idx,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1118, 2093, 1531,  536, 3706, 3710, 3493, 3260, 4804,  500],\n",
       "      dtype=int64)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# we want to get the indices of our products, sorted by the query_scores\n",
    "# we can do this using np.argsort() which instead of returning a sorted array,\n",
    "#   returns the sorted indices of the array, sorted in ascending value\n",
    "#   eg: x = [0.5,0.7,0.2] => np.argsort(x) = [2,0,1]\n",
    "# show the last 10 values from best_sorted_asc\n",
    "best_sorted_asc = np.argsort(query_scores)\n",
    "best_sorted_asc[-10:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 500, 4804, 3260, 3493, 3710, 3706,  536, 1531, 2093, 1118],\n",
       "      dtype=int64)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# since our best similarity scores are our highest scores, we need to reverse the order\n",
    "# for an np.array() tmp we do this by tmp[::-1]\n",
    "#  eg: x = [1,2,3] => x[::-1] = [3,2,1]\n",
    "# show the first 10 scores of best_sorted_desc (it should be the reverse of the above)\n",
    "best_sorted_desc = best_sorted_asc[::-1]\n",
    "best_sorted_desc[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 CT. T.W. Diamond 14K White Gold 3-Stone Engagement Ring\n",
      "1 CT. T.W. White & Color-Enhanced Red Diamond Cluster Sterling Silver Earrings\n",
      "Genuine Amethyst and White Topaz Sterling Silver Pendant\n",
      "Lab-Created Sapphire and Diamond-Accent Gold Over Silver Tennis Bracelet\n",
      "Genuine Purple Amethyst Diamond-Accent 14K White Gold Ring\n",
      "Genuine Pink Morganite & White Topaz 14K Rose Gold Over Silver Ring\n",
      "itsy bitsy™ Crystal Sterling Silver Twist Stud Earrings\n",
      "Mens 1/6 CT. T.W. Diamond Sterling Silver Ring\n",
      "1/5 CT. T.W. Diamond Two-Stone 14K White Gold Promise Ring\n",
      "Monet® Simulated Champagne Pearl and Crystal Drop Earrings\n"
     ]
    }
   ],
   "source": [
    "# print out the the product name for the top 10 recommendations\n",
    "# to do this, for each index in the first 10 elements of best_sorted_desc,\n",
    "#   print the associated df_products.name_title\n",
    "# NOTE: some of these should make sense, some will not\n",
    "#   need to do a little more processing before we deploy...\n",
    "for i in best_sorted_desc[:10]:\n",
    "    print(df_products.name_title[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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